Publications

Scaling in Deep and Shallow Learning Architectures. Physica A, Volume 646, Number 129909 (2024), 2024.

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Advanced confidence methods in deep learning. Physica A, Volume 641, Number 129758 (2024), 2024.

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Towards a universal mechanism for successful deep learning. Scientific Reports, Volume 14, Number 5881 (2024), 2024.

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Efficient shallow learning mechanism as an alternative to deep learning. Physica A, Volume 635, Number 129513 (2024), 2024.

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Enhancing the accuracies by performing pooling decisions adjacent to the output layer. Scientific Reports, Volume 13, Number 13385 (2023), 2023.

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The mechanism underlying successful deep learning. Arxiv, Computer Science, Machine Learning (2023), 2023.

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Efficient shallow learning as an alternative to deep learning. Scientific Reports, Volume 13, Number 5423 (2023), 2023.

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Learning on tree architectures outperforms a convolutional feedforward network. Scientific Reports, Volume 13, Number 962 (2023) - TOP100 of SciRep, 2023.

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Brain inspired neuronal silencing mechanism to enable reliable sequence identification. Scientific Reports, Volume 12, Number 16003 (2022), 2022.

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Power-law scaling to assist with key challenges in artificial intelligence. Scientific Reports, Volume 10, Number 19628 (2020), 2020.

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Brain experiments imply adaptation mechanisms which outperform common AI learning algorithms. Scientific Reports, Volume 10, Number 6923 (2020) - TOP100 of SciRep, 2020.

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